{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-08-17T16:12:37.823889Z",
     "start_time": "2025-08-17T16:12:37.777690Z"
    }
   },
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n",
    "penguins = pd.read_csv(\"../课件/data/penguins.csv\")\n",
    "penguins.dropna(inplace=True)\n",
    "penguins.info()\n",
    "penguins.head()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 333 entries, 0 to 343\n",
      "Data columns (total 7 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   species            333 non-null    object \n",
      " 1   island             333 non-null    object \n",
      " 2   bill_length_mm     333 non-null    float64\n",
      " 3   bill_depth_mm      333 non-null    float64\n",
      " 4   flipper_length_mm  333 non-null    float64\n",
      " 5   body_mass_g        333 non-null    float64\n",
      " 6   sex                333 non-null    object \n",
      "dtypes: float64(4), object(3)\n",
      "memory usage: 20.8+ KB\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "  species     island  bill_length_mm  bill_depth_mm  flipper_length_mm  \\\n",
       "0  Adelie  Torgersen            39.1           18.7              181.0   \n",
       "1  Adelie  Torgersen            39.5           17.4              186.0   \n",
       "2  Adelie  Torgersen            40.3           18.0              195.0   \n",
       "4  Adelie  Torgersen            36.7           19.3              193.0   \n",
       "5  Adelie  Torgersen            39.3           20.6              190.0   \n",
       "\n",
       "   body_mass_g     sex  \n",
       "0       3750.0    Male  \n",
       "1       3800.0  Female  \n",
       "2       3250.0  Female  \n",
       "4       3450.0  Female  \n",
       "5       3650.0    Male  "
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>species</th>\n",
       "      <th>island</th>\n",
       "      <th>bill_length_mm</th>\n",
       "      <th>bill_depth_mm</th>\n",
       "      <th>flipper_length_mm</th>\n",
       "      <th>body_mass_g</th>\n",
       "      <th>sex</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>39.1</td>\n",
       "      <td>18.7</td>\n",
       "      <td>181.0</td>\n",
       "      <td>3750.0</td>\n",
       "      <td>Male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>39.5</td>\n",
       "      <td>17.4</td>\n",
       "      <td>186.0</td>\n",
       "      <td>3800.0</td>\n",
       "      <td>Female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>40.3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>3250.0</td>\n",
       "      <td>Female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>36.7</td>\n",
       "      <td>19.3</td>\n",
       "      <td>193.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>Female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>39.3</td>\n",
       "      <td>20.6</td>\n",
       "      <td>190.0</td>\n",
       "      <td>3650.0</td>\n",
       "      <td>Male</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-17T16:12:43.447630Z",
     "start_time": "2025-08-17T16:12:43.327825Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 直方图\n",
    "sns.histplot(data=penguins, x=\"species\")"
   ],
   "id": "115ba6e6385d95d4",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='species', ylabel='Count'>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-17T16:13:45.254831Z",
     "start_time": "2025-08-17T16:13:45.169417Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#核密度估计图\n",
    "'''核密度估计图（KDE，Kernel Density Estimate Plot）是一种用于显示数据分布的统计图表，它通过平滑直方图的方法来估计数据的概率密度函数，使得分布图看起来更加连续和平滑。核密度估计是一种非参数方法，用于估计随机变量的概率密度函数。其基本思想是，将每个数据点视为一个“核”（通常是高斯分布），然后将这些核的贡献相加以形成平滑的密度曲线。'''\n",
    "#绘制喙长度的核密度估计图\n",
    "sns.kdeplot(data=penguins, x=\"bill_length_mm\")"
   ],
   "id": "f5d9e65576e3ae69",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='bill_length_mm', ylabel='Density'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-17T16:13:47.650950Z",
     "start_time": "2025-08-17T16:13:47.558151Z"
    }
   },
   "cell_type": "code",
   "source": "sns.histplot(data=penguins, x=\"bill_length_mm\", kde=True)",
   "id": "f9e85b6a8f7a7cc4",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='bill_length_mm', ylabel='Count'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-17T16:15:28.134816Z",
     "start_time": "2025-08-17T16:15:28.054475Z"
    }
   },
   "cell_type": "code",
   "source": [
    "'''计数图\n",
    "计数图用于绘制分类变量的计数分布图，显示每个类别在数据集中出现的次数，是分析分类数据非常直观的工具，可以快速了解类别的分布情况。'''\n",
    "#绘制不同岛屿企鹅数量的计数图\n",
    "sns.countplot(data=penguins, x=\"island\")"
   ],
   "id": "69e2da97b5e90510",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='island', ylabel='count'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-17T16:15:51.430943Z",
     "start_time": "2025-08-17T16:15:51.303642Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#散点图\n",
    "#绘制横轴为体重，纵轴为脚蹼长度的散点图。可通过hue参数设置不同组别进行对比\n",
    "sns.scatterplot(data=penguins, x=\"body_mass_g\", y=\"flipper_length_mm\", hue=\"sex\")"
   ],
   "id": "7cb9ff4f3462a5c9",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='body_mass_g', ylabel='flipper_length_mm'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-17T16:17:11.421182Z",
     "start_time": "2025-08-17T16:17:11.195302Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#蜂窝图\n",
    "#通过jointplot()函数，设置kind=\"hex\"来绘制蜂窝图。\n",
    "sns.jointplot(data=penguins, x=\"body_mass_g\", y=\"flipper_length_mm\", kind=\"hex\")"
   ],
   "id": "2594bbc5fac911a6",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x2868aa3f940>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-17T16:17:56.266431Z",
     "start_time": "2025-08-17T16:17:55.935523Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#二维核密度估计图\n",
    "#通过kdeplot()函数，同时设置x参数和y参数来绘制二维核密度估计图。\n",
    "sns.kdeplot(data=penguins, x=\"body_mass_g\", y=\"flipper_length_mm\")"
   ],
   "id": "13a955a865a05edf",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='body_mass_g', ylabel='flipper_length_mm'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-17T16:18:01.781778Z",
     "start_time": "2025-08-17T16:18:01.417502Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#通过fill=True设置为填充，通过cbar=True设置显示颜色示意条。\n",
    "sns.kdeplot(data=penguins, x=\"body_mass_g\", y=\"flipper_length_mm\", fill=True, cbar=True)"
   ],
   "id": "a0ba84d09c8cd2b1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='body_mass_g', ylabel='flipper_length_mm'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "G:\\PycharmProjects\\python-learn\\.venv\\lib\\site-packages\\IPython\\core\\events.py:82: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from font(s) SimHei.\n",
      "  func(*args, **kwargs)\n",
      "G:\\PycharmProjects\\python-learn\\.venv\\lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from font(s) SimHei.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-17T16:18:10.894912Z",
     "start_time": "2025-08-17T16:18:10.814799Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#条形图\n",
    "sns.barplot(data=penguins, x=\"species\", y=\"bill_length_mm\", estimator=\"mean\", errorbar=None)"
   ],
   "id": "f57b4a04a7878362",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='species', ylabel='bill_length_mm'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-17T16:18:12.660447Z",
     "start_time": "2025-08-17T16:18:12.553734Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#箱线图\n",
    "sns.boxplot(data=penguins, x=\"species\", y=\"bill_length_mm\")"
   ],
   "id": "4c7a7e77d72db419",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='species', ylabel='bill_length_mm'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-17T16:18:14.563824Z",
     "start_time": "2025-08-17T16:18:14.390885Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#小提琴图\n",
    "'''小提琴图（Violin Plot） 是一种结合了箱线图和核密度估计图（KDE）的可视化图表，用于展示数据的分布情况、集中趋势、散布情况以及异常值。小提琴图不仅可以显示数据的基本统计量（如中位数和四分位数），还可以展示数据的概率密度，提供比箱线图更丰富的信息。'''\n",
    "sns.violinplot(data=penguins, x=\"species\", y=\"bill_length_mm\")"
   ],
   "id": "7f28cfa8c275c135",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='species', ylabel='bill_length_mm'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-17T16:18:17.861899Z",
     "start_time": "2025-08-17T16:18:16.234709Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#成对关系图\n",
    "'''成对关系图是一种用于显示多个变量之间关系的可视化工具。它可以展示各个变量之间的成对关系，并且通过不同的图表形式帮助我们理解数据中各个变量之间的相互作用。\n",
    "对角线上的图通常显示每个变量的分布（如直方图或核密度估计图），帮助观察每个变量的单变量特性。其他位置展示所有变量的两两关系，用散点图表示。'''\n",
    "sns.pairplot(data=penguins, hue=\"species\")"
   ],
   "id": "2bb36c2e52736dfd",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x2868ada2410>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1112.75x1000 with 20 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
